{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4cf0d0c7-aa22-42dd-896d-bc6aa9760217",
   "metadata": {},
   "source": [
    "Chapter 27\n",
    "# 平面散点图 + 椭圆\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cd2cfed-b3e0-437d-bd5b-4576b0088950",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from statsmodels.graphics.plot_grids import scatter_ellipse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4a4f46d1-5ef7-4dfa-8879-9f8ba6c9a524",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入鸢尾花数据\n",
    "data_raw = sns.load_dataset('iris')\n",
    "labels = ['Sepal length','Sepal width',\n",
    "          'Petal length','Petal width']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "07bc223b-63bf-4d9e-924d-af2d8467c615",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:172: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row(): # or ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:174: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x800 with 6 Axes>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8))\n",
    "scatter_ellipse(data_raw.iloc[:,:-1], \n",
    "                varnames=labels, fig=fig)\n",
    "# fig.savefig('散点 + 椭圆.svg', format='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "131957e2-59a7-4779-a608-5fdd81d20537",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:172: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row(): # or ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:174: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:172: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row(): # or ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:174: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:138: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if not ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:145: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:172: MatplotlibDeprecationWarning: \n",
      "The is_last_row function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_last_row() instead.\n",
      "  if ax.is_last_row(): # or ax.is_first_col():\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\statsmodels\\graphics\\plot_grids.py:174: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for s_idx in data_raw.species.unique():\n",
    "    data= data_raw.loc[data_raw.species == s_idx].iloc[:,:-1]\n",
    "    fig = plt.figure(figsize=(8,8))\n",
    "    scatter_ellipse(data, varnames=labels, fig=fig)\n",
    "    # fig.savefig('散点 + 椭圆 ' + s_idx + '.svg', format='svg')       "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
